{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Задание 3.1 - Сверточные нейронные сети (Convolutional Neural Networks)\n",
    "\n",
    "Это последнее задание на numpy, вы до него дожили! Остался последний марш-бросок, дальше только PyTorch.\n",
    "\n",
    "В этом задании вы реализуете свою собственную сверточную нейронную сеть."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from dataset import load_svhn, random_split_train_val\n",
    "from gradient_check import check_layer_gradient, check_layer_param_gradient, check_model_gradient\n",
    "from layers import FullyConnectedLayer, ReLULayer, ConvolutionalLayer, MaxPoolingLayer, Flattener\n",
    "from model import ConvNet\n",
    "from trainer import Trainer, Dataset\n",
    "from optim import SGD, MomentumSGD\n",
    "from metrics import multiclass_accuracy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Загружаем данные\n",
    "\n",
    "На этот раз мы не будем их преобразовывать в один вектор, а оставим размерности (num_samples, 32, 32, 3)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def prepare_for_neural_network(train_X, test_X):    \n",
    "    train_X = train_X.astype(np.float) / 255.0\n",
    "    test_X = test_X.astype(np.float) / 255.0\n",
    "    \n",
    "    # Subtract mean\n",
    "    mean_image = np.mean(train_X, axis = 0)\n",
    "    train_X -= mean_image\n",
    "    test_X -= mean_image\n",
    "    \n",
    "    return train_X, test_X\n",
    "    \n",
    "train_X, train_y, test_X, test_y = load_svhn(\"data\", max_train=10000, max_test=1000)    \n",
    "train_X, test_X = prepare_for_neural_network(train_X, test_X)\n",
    "# Split train into train and val\n",
    "train_X, train_y, val_X, val_y = random_split_train_val(train_X, train_y, num_val = 1000)"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Реализуем новые слои!\n",
    "\n",
    "Сначала основной новый слой - сверточный (Convolutional layer). \n",
    "Для начала мы реализуем его для только одного канала, а потом для нескольких.\n",
    "\n",
    "Сверточный слой выполняет операцию свертки (convolution) с весами для каждого канала, а потом складывает результаты. \n",
    "Возможно, поможет пересмотреть Лекцию 6 или внимательно прочитать\n",
    "http://cs231n.github.io/convolutional-networks/\n",
    "\n",
    "Один из подходов к реализации сверточного слоя основан на том, что для конкретного \"пикселя\" выхода применение сверточного слоя эквивалентно обычному полносвязному.  \n",
    "Рассмотрим один такой \"пиксель\":\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "Он получает на вход   \n",
    "регион входа I размера `(batch_size, filter_size, filter_size, input_channels)`,  \n",
    "применяет к нему веса W `(filter_size, filter_size, input_channels, output_channels`\n",
    "и выдает `(batch_size, output_channels)`. \n",
    "\n",
    "Если:  \n",
    "- вход преобразовать в I' `(batch_size, filter_size*filter_size*input_channels)`,  \n",
    "- веса в W' `(filter_size*filter_size*input_channels, output_channels)`,  \n",
    "то выход \"пикселе\" будет эквивалентен полносвязному слою со входом I' и весами W'.\n",
    "\n",
    "Осталось выполнить его в цикле для каждого пикселя :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# TODO: Implement ConvolutionaLayer that supports only 1 output and input channel\n",
    "\n",
    "# Note: now you're working with images, so X is 4-dimensional tensor of\n",
    "# (batch_size, height, width, channels)\n",
    "\n",
    "X = np.array([\n",
    "              [\n",
    "               [[1.0], [2.0]],\n",
    "               [[0.0], [-1.0]]\n",
    "              ]\n",
    "              ,\n",
    "              [\n",
    "               [[0.0], [1.0]],\n",
    "               [[-2.0], [-1.0]]\n",
    "              ]\n",
    "             ])\n",
    "\n",
    "# Batch of 2 images of dimensions 2x2 with a single channel\n",
    "print(\"Shape of X:\",X.shape)\n",
    "\n",
    "layer = ConvolutionalLayer(in_channels=1, out_channels=1, filter_size=2, padding=0)\n",
    "print(\"Shape of W\", layer.W.value.shape)\n",
    "layer.W.value = np.zeros_like(layer.W.value)\n",
    "layer.W.value[0, 0, 0, 0] = 1.0\n",
    "layer.B.value = np.ones_like(layer.B.value)\n",
    "result = layer.forward(X)\n",
    "\n",
    "assert result.shape == (2, 1, 1, 1)\n",
    "assert np.all(result == X[:, :1, :1, :1] +1), \"result: %s, X: %s\" % (result, X[:, :1, :1, :1])\n",
    "\n",
    "\n",
    "# Now let's implement multiple output channels\n",
    "layer = ConvolutionalLayer(in_channels=1, out_channels=2, filter_size=2, padding=0)\n",
    "result = layer.forward(X)\n",
    "assert result.shape == (2, 1, 1, 2)\n",
    "\n",
    "\n",
    "# And now multple input channels!\n",
    "X = np.array([\n",
    "              [\n",
    "               [[1.0, 0.0], [2.0, 1.0]],\n",
    "               [[0.0, -1.0], [-1.0, -2.0]]\n",
    "              ]\n",
    "              ,\n",
    "              [\n",
    "               [[0.0, 1.0], [1.0, -1.0]],\n",
    "               [[-2.0, 2.0], [-1.0, 0.0]]\n",
    "              ]\n",
    "             ])\n",
    "\n",
    "print(\"Shape of X:\", X.shape)\n",
    "layer = ConvolutionalLayer(in_channels=2, out_channels=2, filter_size=2, padding=0)\n",
    "result = layer.forward(X)\n",
    "assert result.shape == (2, 1, 1, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## А теперь имплементируем обратный проход\n",
    "Возможно, это самое сложное место в курсе. Дальше будет лучше.\n",
    "\n",
    "Раз выполнение сверточного слоя эквивалентно полносвязному слою для каждого \"пикселя\" выхода, то общий обратный проход эквивалентен обратному проходу каждого из таких \"слоев\".  \n",
    "Градиенты от каждого из этих \"слоев\" в каждом пикселе надо сложить в соответствующие пиксели градиента по входу, а градиенты весов сложить все вместе."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# First test - check the shape is right\n",
    "layer = ConvolutionalLayer(in_channels=2, out_channels=2, filter_size=2, padding=0)\n",
    "result = layer.forward(X)\n",
    "d_input = layer.backward(np.ones_like(result))\n",
    "assert d_input.shape == X.shape\n",
    "\n",
    "# Actually test the backward pass\n",
    "# As usual, you'll need to copy gradient check code from the previous assignment\n",
    "layer = ConvolutionalLayer(in_channels=2, out_channels=2, filter_size=2, padding=0)\n",
    "assert check_layer_gradient(layer, X)\n",
    "\n",
    "layer = ConvolutionalLayer(in_channels=2, out_channels=2, filter_size=2, padding=0)\n",
    "assert check_layer_param_gradient(layer, X, 'W')\n",
    "layer = ConvolutionalLayer(in_channels=2, out_channels=2, filter_size=2, padding=0)\n",
    "assert check_layer_param_gradient(layer, X, 'B')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Осталось реализовать дополнение нулями (padding).   \n",
    "Достаточно дополнить входной тензор нулями по сторонам. Не забудьте учесть это при обратном проходе!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "layer = ConvolutionalLayer(in_channels=2, out_channels=2, filter_size=3, padding=1)\n",
    "result = layer.forward(X)\n",
    "# Note this kind of layer produces the same dimensions as input\n",
    "assert result.shape == X.shape,\"Result shape: %s - Expected shape %s\" % (result.shape, X.shape)\n",
    "d_input = layer.backward(np.ones_like(result))\n",
    "assert d_input.shape == X.shape\n",
    "layer = ConvolutionalLayer(in_channels=2, out_channels=2, filter_size=3, padding=1)\n",
    "assert check_layer_gradient(layer, X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## После следующего слоя вам уже будет все ни по чем - max pooling\n",
    "\n",
    "Max Pooling - это слой, реализующий операцию максимума для каждого канала отдельно в окресности из `pool_size` \"пикселей\".\n",
    "\n",
    "![image](https://upload.wikimedia.org/wikipedia/commons/e/e9/Max_pooling.png)\n",
    "\n",
    "И напомним что такое stride.  \n",
    "Stride - это на сколько \"пикселей\" сдвигается окно на одном шаге.  \n",
    "Вот здесь, например, stride = 2\n",
    "\n",
    "![image.png](http://deeplearning.net/software/theano/_images/no_padding_strides.gif)\n",
    "\n",
    "На практике, для max pooling значение stride часто равно pool size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pool = MaxPoolingLayer(2, 2)\n",
    "result = pool.forward(X)\n",
    "assert result.shape == (2, 1, 1, 2)\n",
    "\n",
    "assert check_layer_gradient(pool, X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "И на закуску - слой, преобразующий четырехмерные тензоры в двумерные.\n",
    "\n",
    "Этот слой понадобится нам, чтобы в конце сети перейти от сверточных слоев к полносвязным."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "flattener = Flattener()\n",
    "result = flattener.forward(X)\n",
    "assert result.shape == (2,8)\n",
    "\n",
    "assert check_layer_gradient(flattener, X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Теперь есть все кирпичики, создаем модель"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# TODO: In model.py, implement missed functions function for ConvNet model\n",
    "\n",
    "# No need to use L2 regularization\n",
    "model = ConvNet(input_shape=(32,32,3), n_output_classes=10, conv1_channels=2, conv2_channels=2)\n",
    "loss = model.compute_loss_and_gradients(train_X[:2], train_y[:2])\n",
    "\n",
    "# TODO Now implement backward pass and aggregate all of the params\n",
    "check_model_gradient(model, train_X[:2], train_y[:2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Оптимизатор и код для тренировки \n",
    "Должен заработать с кодом из прошлого задания без изменений!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "model = ConvNet(input_shape=(32,32,3), n_output_classes=10, conv1_channels=2, conv2_channels=2)\n",
    "dataset = Dataset(train_X[:16], train_y[:16], val_X[:16], val_y[:16])\n",
    "trainer = Trainer(model, dataset, SGD(), batch_size=16, learning_rate=1e-4)\n",
    "\n",
    "loss_history, train_history, val_history = trainer.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.plot(train_history)\n",
    "plt.plot(val_history)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Последнее упражнение\n",
    "В качестве последнего упражнения мы доведем точность на тренировочном наборе данных до 100% на небольшом наборе данных.\n",
    "Сверточные сети требуют большого количества вычислений и аккуратной эффективной реализации, поэтому настоящие модели мы будем тренировать уже на PyTorch в следующем задании."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Итак, оверфитим маленький набор данных\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_size = 128\n",
    "model = ConvNet(input_shape=(32,32,3), n_output_classes=10, conv1_channels=2, conv2_channels=2)\n",
    "dataset = Dataset(train_X[:data_size], train_y[:data_size], val_X[:data_size], val_y[:data_size])\n",
    "# TODO: Change any hyperparamers or optimizators to reach 1.0 training accuracy in 50 epochs or less\n",
    "# Hint: If you have hard time finding the right parameters manually, try grid search or random search!\n",
    "trainer = Trainer(model, dataset, MomentumSGD(), learning_rate=1e-5, num_epochs=50, batch_size=64)\n",
    "\n",
    "loss_history, train_history, val_history = trainer.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.plot(train_history)\n",
    "plt.plot(val_history)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Дальнейшие упражнения - уже на PyTorch, открывайте следующий notebook!\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
